A commercially viable fault-tolerant quantum computer is deployed before 2030.
Tech firms and research institutions are developing error-corrected logical qubits to move quantum computing beyond noisy intermediate-scale systems into practical utility.
Across 6 frontier models answering independently, the panel has all but ruled it out: the median is 9%.
They broadly agree, 13 points between GPT at 17% and Claude at 4%.
Nothing is settled until 6 Nov 2031, when the outcome is checked against sources and every number above gets a permanent score.
What each one said
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GPTOpenAI
It turns on whether logical-qubit scaling and error correction cross from lab demonstrations to reliable economic advantage by 2029.
- Google, IBM, Quantinuum and others must show sustained logical error suppression, then build and operate far larger machines by 2030.
- No organization has yet demonstrated the thousands-to-millions of physical qubits and low overhead typically needed for broad fault tolerance.
- Odds rise sharply if a 2027–28 system runs a valuable, independently verified workload cheaper or better than leading classical hardware.
17% -
GrokxAI
Scaling from ~10 logical qubits to thousands of commercially useful ones in under three years.
- IBM, Google, Quantinuum and PsiQuantum must ship 1000+ high-fidelity logical qubits plus software by end-2029; current public demos remain 1–2 orders of magnitude short.
- Historical quantum milestones (50-qubit supremacy, error-corrected logical qubits) have slipped 3–7 years past announced dates, so the 2030 commercial-FTQC target sits…
- Only an unforeseen hardware leap (photonic or topological) would move the odds; none is visible in 2026 roadmaps or funding.
12% -
GeminiGoogle
Physical-to-logical qubit overhead and decoding bottlenecks cannot be resolved and commercially scaled within three years.
- Roadmaps from IBM, Google, and PsiQuantum slate true fault-tolerant utility around 2029 to 2033, with commercial viability trailing.
- Hardware requires scaling from tens of logical qubits to hundreds with sub-microsecond decoders, an insurmountable leap by 2029.
- A peer-reviewed demonstration of quantum advantage on economically relevant algorithms by late 2027 would push odds higher.
9% -
DeepSeekDeepSeek
Whether any lab demonstrates a logical qubit with error rates low enough to scale to thousands within three years.
- Google, IBM, Quantinuum, and PsiQuantum all target fault-tolerant logical qubits by 2029-2030, but none has demonstrated a single logical qubit below the surface-code…
- The gap from ~100 physical qubits per logical qubit to thousands needed for commercial advantage requires 10-100x improvements in gate fidelity and qubit count, which…
- A commercially viable machine needs a killer application with quantum advantage; even optimistic roadmaps place useful chemistry or optimization problems in the 2030s…
8% -
ClaudeAnthropic
Fault tolerance at commercial scale by 2030 requires orders-of-magnitude error-correction gains that haven't materialized yet.
- Current best logical qubit counts are in the dozens with error rates still above thresholds needed for sustained commercial advantage.
- Roadmaps from IBM, Google, and Quantinuum target 2029-2033 for early fault-tolerant systems, not true commercial deployment at scale.
- A surprise breakthrough in error correction or qubit coherence combined with a killer app could move this, but no such signal exists yet.
4% -
QwenAlibaba
Even IBM's aggressive 2029 fault-tolerance target is a lab milestone, not a commercially viable deployment.
- IBM's Starling roadmap targets 2029 for a fault-tolerant prototype, but 'commercially viable' requires solving real problems for paying customers—a much higher bar.
- As of late 2025, the best results (Google Willow, Quantinuum) show logical qubits below break-even but at scales far too small for useful computation; scaling to…
- Expert surveys (McKinsey 2024, BCG) consistently place commercial quantum advantage in the 2030s; a 2029 deployment would require a breakthrough in both hardware and…
4%
6 of 6 models answered · 13 points between the highest and lowest. None was shown the market price.
Question sourced from a news sweep on 7 Nov 2026. Forecast by google/gemini-3.8-flash, anthropic/claude-sonnet-5, openai/gpt-5.6-terra, x-ai/grok-4.6, deepseek/deepseek-v4.1-flash, qwen/qwen3.8-max-0902 via OpenRouter.